| Federated Learning: Challenges, Methods, and Future Directions | Aug 21, 2019 | BIG-bench Machine LearningDistributed Optimization | CodeCode Available | 0 |
| AdaCliP: Adaptive Clipping for Private SGD | Aug 20, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| PrivFT: Private and Fast Text Classification with Homomorphic Encryption | Aug 19, 2019 | ClassificationCPU | —Unverified | 0 |
| Distilling On-Device Intelligence at the Network Edge | Aug 16, 2019 | Privacy Preserving | —Unverified | 0 |
| Aggregating Votes with Local Differential Privacy: Usefulness, Soundness vs. Indistinguishability | Aug 14, 2019 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| Emotionless: Privacy-Preserving Speech Analysis for Voice Assistants | Aug 9, 2019 | Emotion RecognitionPrivacy Preserving | CodeCode Available | 1 |
| Local Differential Privacy for Deep Learning | Aug 8, 2019 | Deep LearningPrivacy Preserving | CodeCode Available | 0 |
| Adversarial Test on Learnable Image Encryption | Jul 31, 2019 | Adversarial RobustnessPrivacy Preserving | —Unverified | 0 |
| Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges | Jul 30, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-preserving Distributed Machine Learning via Local Randomization and ADMM Perturbation | Jul 30, 2019 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection | Jul 23, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 |
| ER-AE: Differentially Private Text Generation for Authorship Anonymization | Jul 20, 2019 | Privacy PreservingText Generation | CodeCode Available | 0 |
| Proof-of-Useful-Work as Dual-Purpose Mechanism for Blockchain and AI: Blockchain Consensus that Enables Privacy Preserving Data Mining | Jul 20, 2019 | Privacy Preserving | —Unverified | 0 |
| Federated Reinforcement Distillation with Proxy Experience Memory | Jul 15, 2019 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| Privacy-Preserving Classification with Secret Vector Machines | Jul 8, 2019 | ClassificationFederated Learning | CodeCode Available | 0 |
| Protecting Privacy of Users in Brain-Computer Interface Applications | Jul 2, 2019 | Brain Computer InterfaceEEG | —Unverified | 0 |
| DP-LSSGD: A Stochastic Optimization Method to Lift the Utility in Privacy-Preserving ERM | Jun 28, 2019 | Privacy PreservingStochastic Optimization | CodeCode Available | 0 |
| Secure Summation via Subset Sums: A New Primitive for Privacy-Preserving Distributed Machine Learning | Jun 27, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices | Jun 26, 2019 | Edge-computingFederated Learning | —Unverified | 0 |
| Secure Multi-party Computation for Cloud-based Control | Jun 23, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy Preserving QoE Modeling using Collaborative Learning | Jun 21, 2019 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| G-PATE: Scalable Differentially Private Data Generator via Private Aggregation of Teacher Discriminators | Jun 21, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Reversible Privacy Preservation using Multi-level Encryption and Compressive Sensing | Jun 20, 2019 | Compressive SensingDe-identification | —Unverified | 0 |
| Scalable and Differentially Private Distributed Aggregation in the Shuffled Model | Jun 19, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Novelty Messages Filtering for Multi Agent Privacy-preserving Planning | Jun 18, 2019 | Privacy Preserving | —Unverified | 0 |
| Real-Time Privacy-Preserving Data Release for Smart Meters | Jun 14, 2019 | Privacy PreservingTime Series Analysis | —Unverified | 0 |
| Privacy-Preserving Deep Action Recognition: An Adversarial Learning Framework and A New Dataset | Jun 12, 2019 | Action RecognitionPrivacy Preserving | CodeCode Available | 1 |
| Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records | Jun 12, 2019 | De-identificationPrivacy Preserving | CodeCode Available | 0 |
| Best-First Width Search for Multi Agent Privacy-preserving Planning | Jun 10, 2019 | Privacy Preserving | —Unverified | 0 |
| Private Deep Learning with Teacher Ensembles | Jun 5, 2019 | Deep LearningEnsemble Learning | —Unverified | 0 |
| Privacy-Preserving Classification of Personal Text Messages with Secure Multi-Party Computation: An Application to Hate-Speech Detection | Jun 5, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| On Privacy Protection of Latent Dirichlet Allocation Model Training | Jun 4, 2019 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Towards Fair and Privacy-Preserving Federated Deep Models | Jun 4, 2019 | BenchmarkingDeep Learning | CodeCode Available | 0 |
| Privacy-preserving Crowd-guided AI Decision-making in Ethical Dilemmas | Jun 4, 2019 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| BAYHENN: Combining Bayesian Deep Learning and Homomorphic Encryption for Secure DNN Inference | Jun 3, 2019 | Privacy Preserving | —Unverified | 0 |
| Secure Distributed On-Device Learning Networks With Byzantine Adversaries | Jun 3, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Distant Supervised Centroid Shift: A Simple and Efficient Approach to Visual Domain Adaptation | Jun 1, 2019 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Privacy-Preserving Detection of IoT Devices Connected Behind a NAT in a Smart Home Setup | May 31, 2019 | Privacy Preserving | —Unverified | 0 |
| P3SGD: Patient Privacy Preserving SGD for Regularizing Deep CNNs in Pathological Image Classification | May 30, 2019 | General Classificationimage-classification | —Unverified | 0 |
| Privacy-Preserving Causal Inference via Inverse Probability Weighting | May 29, 2019 | Causal InferenceEconometrics | —Unverified | 0 |
| Automatic Discovery of Privacy-Utility Pareto Fronts | May 26, 2019 | Bayesian OptimizationPrivacy Preserving | CodeCode Available | 0 |
| Federated Forest | May 24, 2019 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Partially Encrypted Machine Learning using Functional Encryption | May 24, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Obfuscation of Critical Infrastructure Networks | May 23, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy Preserving Adjacency Spectral Embedding on Stochastic Blockmodels | May 16, 2019 | Privacy Preserving | —Unverified | 0 |
| TAPESTRY: A Blockchain based Service for Trusted Interaction Online | May 15, 2019 | Privacy Preserving | —Unverified | 0 |
| Reconstruction of Privacy-Sensitive Data from Protected Templates | May 8, 2019 | Privacy PreservingQuantization | —Unverified | 0 |
| Robust Federated Training via Collaborative Machine Teaching using Trusted Instances | May 8, 2019 | Data PoisoningFederated Learning | —Unverified | 0 |
| Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization | May 7, 2019 | Privacy Preserving | —Unverified | 0 |
| Learning data-derived privacy preserving representations from information metrics | May 1, 2019 | AttributeFace Recognition | —Unverified | 0 |